Data Modelling
Topics
Module Overview
Motivating Example
Data Handling
Exploratory Data Analysis
Exploratory Data Analysis2
Data Modelling
Resources
Data Modelling - Introduction
Introductory-Practical
Lab Train Test split
Data Modelling
This week we will discuss general concepts/issues in the construction of data mining models.
Type of models
Model building as a process
Modelling concerns
Data Modelling - Introduction
Review of Data Modelling concepts
Components of a machine learning problem
Machine learning concepts and notation
Bias vs variance
Learning curves
Regularisation
Handout
Presentation
Introductory-Practical
Introductory Data Modelling
Use statsmodels and SAT-GPA data to get a sense of predicting from data
Open
Lab Train Test split
This is a short practical demonstrating the use of a train-test split when creating predictive models
Open
